{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (C) 2016 - 2019 Pinard Liu(liujianping-ok@163.com)\n",
    "\n",
    "https://www.cnblogs.com/pinard\n",
    "\n",
    "Permission given to modify the code as long as you keep this declaration at the top\n",
    "\n",
    "用scikit-learn进行LDA降维 https://www.cnblogs.com/pinard/p/6249328.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x9e17f60>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "%matplotlib inline\n",
    "from sklearn.datasets.samples_generator import make_classification\n",
    "X, y = make_classification(n_samples=1000, n_features=3, n_redundant=0, n_classes=3, n_informative=2,\n",
    "                           n_clusters_per_class=1,class_sep =0.5, random_state =10)\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=30, azim=20)\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2],marker='o',c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.43377069 0.3716351 ]\n",
      "[1.21083449 1.0373882 ]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "pca.fit(X)\n",
    "print (pca.explained_variance_ratio_)\n",
    "print (pca.explained_variance_)\n",
    "X_new = pca.transform(X)\n",
    "plt.scatter(X_new[:, 0], X_new[:, 1],marker='o',c=y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "lda = LinearDiscriminantAnalysis(n_components=2)\n",
    "lda.fit(X,y)\n",
    "X_new = lda.transform(X)\n",
    "plt.scatter(X_new[:, 0], X_new[:, 1],marker='o',c=y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.43377069  0.3716351   0.1945942 ]\n",
      "[ 1.20962365  1.03635081  0.5426502 ]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=3)\n",
    "pca.fit(X)\n",
    "print pca.explained_variance_ratio_\n",
    "print pca.explained_variance_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
